At&t Intellectual Property I, LP

Nuance Communications, Inc.

Jeremy Huntley Greet Wright

John Grothendieck

Allen Louis Gorin

Guy Jacobson

Wen-Ling Hsu

An apparatus, a method, and a machine-readable medium are provided for characterizing differences between two language models. A group of utterances from each of a group of time domains are examined. One of a significant word change or a significant word class change within the plurality of utterances is determined. A first cluster of utterances including a word or a word class corresponding to the one of the significant word change or the significant word class change is generated from the utterances. A second cluster of utterances not including the word or the word class corresponding to the one of the significant word change or the significant word class change is generated from the utterances.

Apparatus and method for analysis of language model changes

A method, an apparatus, and a computer-readable medium are provided. Whether at least one significant change occurs in a use of at least one word of a group of text documents of a text corpus is determined. A display based, at least in part, on at least one change point corresponding to the at least one significant change is presented when the at least one significant change is determined to have occurred.

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Berkeley Heights, NJ, United States of America

Jeremy Huntley Greet Wright